{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1e+03 µs\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.getKData(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-1-2 0:0:0, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      " }\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator(KDATA, params[kdata(KData): SZ000001, kpart(string): KDATA, ])\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator(IndicatorImp, params[kdata(KData): Null, ])\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.getResultNumber()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.getResult(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator(PRICELIST, params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, result_index(int): 0, ])\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。如需延迟计算，需使用 Operand 进行包装，可以将 Operand 理解为指标公式进行四则运算的原型，详见后续章节。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(IndicatorImp, params[kdata(KData): Null, ])\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(EMA, params[kdata(KData): Null, n(int): 22, ])\n",
      "22\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.getParam('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.setParam('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(EMA, params[kdata(KData): Null, n(int): 22, ])\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "由于内建指标还不完整，在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(TA_SMA, params[kdata(KData): Null, timeperiod(int): 30, ])\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "个别的Ta-Lib函数需要两个数组参数，比如BETA、CORREL。此时需要利用特殊的 Indicator  WEAVE 将两个数组包装到一个 ind 对象中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].getKData(query)\n",
    "k2 = sm['sz000001'].getKData(query)\n",
    "\n",
    "w = WEAVE(CLOSE(k1), CLOSE(k2))\n",
    "print(w.getResultNumber())\n",
    "\n",
    "cr = TA_CORREL(w)\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
